Abstract
This chapter concludes the monograph on network role mining and analysis. It reviews the types of approaches that were studied, and with a focus on state-of-the-art advanced methods, discuss emerging trends in role mining methods and the important contention between enforcing computational rigor and result interpretability.
This is a preview of subscription content, log in via an institution to check access.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
References
Auer, S., Bizer, C., Kobilarov, G., Lehmann, J., Cyganiak, R., Ives, Z.: Dbpedia: a nucleus for a web of open data. In: Aberer, K., Choi, K.-S., Noy, N., Allemang, D., Lee, K.-I., Nixon, L., Golbeck, J., Mika, P., Maynard, D., Mizoguchi, R., Schreiber, G., Cudré-Mauroux, P. (eds.) The Semantic Web, pp. 722–735. Springer, Heidelberg (2007)
Borgatti, S.: A comment on doreian’s regular equivalence in symmetric structures. Soc. Networks 10(3), 265–271 (1988)
Borgatti, S.P., Everett, M.G.: The class of all regular equivalences: algebraic structure and computation. Soc. Networks 11(1), 65–88 (1989)
Costa, G., Ortale, R.: A bayesian hierarchical approach for exploratory analysis of communities and roles in social networks. In: Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012), pp. 194–201. IEEE Computer Society (2012)
Doran, D.: On the discovery of social roles in large scale social systems. Soc. Network Anal. Min. 5(1), 1–18 (2015)
Doreian, P.: Measuring regular equivalence in symmetric structures. Soc. Networks 9(2), 89–107 (1987)
Leskovec, J., Lang, K.J., Mahoney, M.: Empirical comparison of algorithms for network community detection. In: Proceedings of the 19th International Conference on World Wide Web, pp. 631–640. ACM (2010)
Maedche, A.: Ontology Learning for the Semantic Web, vol. 665. Springer Science & Business Media, Heidelberg (2012)
Newman, M.: Networks: An Introduction. Oxford University Press, Oxford (2010)
Ruan, Y., Parthasarathy, S.: Simultaneous detection of communities and roles from large networks. In: Proceedings of the Second ACM Conference on Online Social Networks, pp. 203–214. ACM (2014)
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
Copyright information
© 2017 The Author(s)
About this chapter
Cite this chapter
Doran, D. (2017). Concluding Remarks. In: Network Role Mining and Analysis. SpringerBriefs in Complexity. Springer, Cham. https://doi.org/10.1007/978-3-319-53886-0_7
Download citation
DOI: https://doi.org/10.1007/978-3-319-53886-0_7
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-319-53885-3
Online ISBN: 978-3-319-53886-0
eBook Packages: Computer ScienceComputer Science (R0)